Sampling Python Packages

point-cloud-utils

An easy-to-use Python library for processing and manipulating 3D point clouds and meshes.

astartes

Better Data Splits for Machine Learning

smt

Surrogate Modeling Toolbox

zeus-mcmc

⚡️ zeus: Lightning Fast MCMC ⚡️

samplics

Select, weight and analyze complex sample data

compiled-knowledge

CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.

prefsampling

Algorithms to sample preferences of all kinds.

video-sampler

Effective frame sampling for ML applications.

lightseq

LightSeq: A High Performance Library for Sequence Processing and Generation

paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

copulax

JAX-based copula modelling

racecar

An easy-to-use and extendable Python library packaging together novel MCMC sampling algorithms.

pocomc

Preconditioned Monte Carlo

spherecluster

Clustering routines for the unit sphere

ontosample

Ontosample is a package that offers different sampling techniques for OWL ontologies.

torchsample

Lightweight pytorch utilities for neural network featuremap sampling.

bayes-nets-sample

A class to represent a Bayes Network. And apply all the different sampling strategies to the calculate a given query.

synloc

A Python package to create synthetic data from locally estimated distributions

torchflows

Normalizing flows in PyTorch

pykp

Tooling for sampling and solving instances of the 0-1 Knapsack Problem

littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

sandy

Sampling nuclear data and uncertainty

mcp-as-a-judge

MCP as a Judge is a behavioral MCP that strengthens AI coding assistants by requiring explicit LLM evaluations

lhsmdu

This is an implementation of Deutsch and Deutsch, "Latin hypercube sampling with multidimensional uniformity", Journal of Statistical Planning and Inference 142 (2012) , 763-772